Python Series blog highlights

This switched: data architect, blog address: https://blog.csdn.net/luanpeng825485697

Once, to learn Python search major websites, but quality varies greatly resources, later visiting the blog's time to find this article, especially to share to you

We would like to thank the contribution of the original bloggers!

---

python based tutorial

python basic tutorial series --Python installation and testing: python interpreter, PyDev editor, pycharm compiler

Install and uninstall python library foundation tutorial series --Python

python basic tutorial series --Python3.x library of standard modules directory

Python coding problems in the basic tutorial series --Python, Chinese garbage problem

python basic tutorial series --python basic grammar wide solution

python tutorial series --python basis of regular expressions whole solution

Data analysis tutorial series --python python object interconversion json string, storing and reading the file json

python basis of object-oriented programming tutorial series --python whole solution

python tutorial series basis - data structures (lists, tuples, dictionaries, collections, list)

python application tutorial

python application tutorial series --python using udp socket to create server and client

python application tutorial series --python created using tcp socket server and client

python application tutorial series --python use SocketServer for network servers, socket client to achieve

python application tutorial series --python use scapy monitor network packets, parsed by TCP / IP protocol

python application tutorial series --python use smtp email upload, download mail using pop3

html text messages, picture messages, file attachments, e-mail: python application tutorial series --python send mail using smtp protocol

python application tutorial series --python in ftp: Connect, log in, access to the directory, redirection, upload and download, delete, change

python application tutorial series --python operating office software word

python application tutorial series --python operating office software (excel)

python application tutorial series --python Tkinter GUI interface programming the whole solution

architecture background python Django tutorial

Django python backend infrastructure development of the whole solution

architecture background python Django tutorial --manage.py command

architecture background python Django Tutorial - Project configuration setting

architecture background python Django tutorial - mysql database connection to read and write

architecture background python Django Tutorial - Data Model Model

architecture background python Django tutorial - Rendering view views

python Django tutorial --templates architecture background template

architecture background python Django tutorial - route map urls

architecture background python Django tutorial --admin site administrator

architecture background python Django tutorial - logging system

python automated testing tutorial

python test series of tutorials - unit testing unittest

python test series of tutorials - debug log logging

python test series of tutorials --python + Selenium automated testing framework

python web crawler Tutorial

Packet capture tool Fiddler's instructions

python web crawler tutorial series --python in urllib, urllib2, cookie module using whole solution

python web crawler tutorial series --python in pyquery library using whole solution

python web crawler tutorial series --python lxml library application in full solution (xpath expressions)

python web crawler tutorial series --python database application requests in the whole solution

python web crawler tutorial series --python in BeautifulSoup4 library using whole solution

python web crawler using whole series of tutorials --PhantomJS package solution

python web crawler tutorial series --Scrapy whole application framework solution

python web crawler tutorial series --Python + PhantomJS + Selenium in combination

python web crawler data crawler tutorial series --python network errors, let your reptile like humans

Analysis of data storage python tutorial

python data analysis tutorial series --NumPy the whole solution

python data analysis tutorial series --Pandas the whole solution

Read and write data storage python tutorial series --xls file

python data storage tutorials --python object interconversion json string, storing and reading the file json

Data storage python tutorial series --python (pandas) to read and write csv file

python tutorial series data storing operation --python sqlite database: connecting, additions and deletions change check, instruction execution

python data stored in tutorials --python mysql database: Connect, additions and deletions change check, instruction execution

python tutorials --python data storage in database mongodb: Connect, additions and deletions change check, the multi-stage path

python visual learning

python tutorial series data visualization drawing whole solution --matplotlib

python reptile assistant

RSS feeds address the major sites

Tencent stock interfaces, and Reuters stock interfaces, interfaces Sina shares, snowball stock data, Netease stock data

Packet capture tool Fiddler's instructions

python reptile Case

python reptile case --csdn data collection

python reptile Case - embarrassments Encyclopedia data collection

python reptile case - Baidu Post Bar data collection

python reptile case - crawling west stab free proxy server IP and other information

python reptile case - Oriental Fortune stock data acquisition

python reptile case - Securities Star stocks data collection

python reptile case - Sina Tencent stock data acquisition

Case python reptile tutorial series - based on word lists URLs crawled Chinese website for the title, sub-connection, the number of sub-connection, connection description, Chinese sub

Case python reptile tutorial series --python crawling Baidu News RSS data

python machine learning algorithms Case

Machine learning book recommendations

Artificial intelligence, machine learning, deep learning, data mining, data analysis to distinguish

Data mining engineer knowledge

Project features:

python machine learning to build a new case series features tutorials --GBDT

Mining association:

Machine learning python tutorial series Case - correlation analysis (Apriori, FP-growth)

classification:

Machine learning python case series of tutorials - a decision tree (ID3, C4.5, CART)

Machine learning python tutorial series Case - Rule-based classifier

Machine learning python tutorial series --K case Nearest Neighbor (KNN), kd tree

Machine learning python tutorial series Case - maximum likelihood estimation, EM algorithm

Machine learning python tutorial series Case - document classifiers, naive Bayes classifier, Fisher classifier

Machine learning python case series of tutorials - optimized to minimize the cost function to find the optimal solution

Machine learning python tutorial series Case - linear functions, linear regression, regularization

Machine learning python tutorial series Case - logical classification / logistic regression / general linear regression

Machine learning python tutorial series Case - support vector machine SVM, Kernel Methods

Case python machine learning tutorial series - integrated learning (Bagging, Boosting, RF, AdaBoost, GBDT, xgboost)

python machine learning algorithm --GBDT case series of tutorials, XGBOOST algorithm

Machine learning python case series of tutorials --CTR / CVR in FM, FFM algorithm

Case series of tutorials python machine learning algorithm --LightGBM

Clustering:

Machine learning python tutorial series Case - hierarchical clustering

Machine learning python tutorial series --BIRCH case clustering

Machine learning python tutorial series --k case means clustering, k cluster center point

Machine learning python tutorial series --DBSCAN density clustering Case

[Python machine learning case series of tutorials - Grid Cluster]

Case series of tutorials python machine learning - clustering algorithm summary

Recommended system:

Machine learning python case series of tutorials - Recommended system

search engine:

Data Mining Case python tutorial series --python neural network search engine

Graph Theory:
Python Machine Learning Stories series of tutorials - minimum spanning tree (MST) of Prim's algorithm and Kruskal's algorithm

Machine learning summary

Case series of tutorials machine learning - algorithms summary

Machine Learning Case series of tutorials - loss function summary

Machine Learning Case series of tutorials - Optimization Methods (gradient descent, Newton method, quasi-Newton method, conjugate gradient method, etc.)

Machine Learning Case series of tutorials - distance metric Methods

Machine Learning Series Case Tutorial - Model Assessment Summary

python Machine Learning Library Tutorial

Machine learning python tutorial series - depth learning framework comparison TensorFlow, Theano, Caffe, SciKit-learn, Keras

python machine learning library xgboost - xgboost algorithm

python Natural Language Processing Library Tutorial

NLP Natural Language Processing Library Tutorial Series - Chinese word stammer

NLP Natural Language Processing library tutorial series --gensim library

python machine learning library sklearn Tutorial

python machine learning library sklearn-- generate sample data

python machine learning library sklearn-- data preprocessing

python feature extraction machine learning library sklearn--

python library sklearn-- machine learning feature selection

python machine learning library sklearn - K nearest neighbor, K-nearest neighbor classification, K Nearest Neighbor Regression

machine learning library sklearn-- tree python

python machine learning library sklearn - k-means clustering

python machine learning library sklearn - BIRCH Clustering

python machine learning library sklearn - DBSCAN density clustering

python machine learning library sklearn-- document Bayesian classifier

python machine learning library sklearn-- linear regression

python machine learning library sklearn-- ridge regression (Ridge, RidgeCV) (L2 regularization)

python machine learning library sklearn - Lasso regression (L1 regularization)

python logical classification of machine learning library sklearn--

python library sklearn-- machine learning support vector machine svm

python machine learning library sklearn - SGD gradient descent

python machine learning library sklearn-- dimensionality reduction

python library sklearn-- machine learning neural network (classification, regression)

python library sklearn-- integrated machine learning methods (Bagging, Boosting, random forests RF, AdaBoost, GBDT)

python machine learning library sklearn-- multi-class, multi-label, multiple-output

python machine learning library sklearn-- parameter optimization (grid search GridSearchCV, random search RandomizedSearchCV)

Machine learning python library sklearn-- cross validation (K off, leaving a stay p, random)

python machine learning library sklearn-- model metrics

depth learning python tutorial series

Zero-based entry-depth study (1) - Perceptron

Learning Basics zero depth (2) - units and a linear gradient descent

Zero-based entry-depth study (3) - neural networks and back propagation algorithm

Zero-based entry-depth study (4) - convolution neural network

Zero-based entry-depth study (5) - Recurrent Neural Networks

Zero-based entry-depth study (6) - When the length of the memory network (LSTM)

Zero-based entry-depth study (7) - Recurrent Neural Network

python depth case study tutorial

python case --FC fully connected neural network neural network handwriting recognition mnist

Case python neural network to achieve mnist handwriting recognition --CNN convolution neural network

depth tutorials to learn python library tensorflow

python deep learning library tensorflow-- FC achieved fully connected neural network handwriting recognition mnist

depth tutorials to learn python library keras

python installation depth learning library keras--

python library keras-- depth study of various types of network layer

depth learning python library keras-- network modeling

python library keras deep learning tutorial examples

python machine learning library keras-- linear regression, logistic regression, logistic regression general

python machine learning library keras - CNN convolutional neural network handwriting recognition

python machine learning library keras - CNN convolutional neural network recognition

python machine learning library keras - AutoEncoder from coding, compression feature

depth learning python Library Tutorial

python deep learning library tutorial series --python call opencv Library Tutorial

python distributed computing hadoop + hive + hbase + spark Tutorial

hadoop, hbase, hive, spark distributed system architecture principles

centos7 build hadoop under, hbase, hive, spark distributed system architecture

hadoop + hive + hbase + spark Supplement

Common functions described spark (Python)

shell programming

sql optimization of several methods

The basic data structure syntax Hbase +

Hadoop Hive sql syntax Detailed